Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

In [ ]:
# can comment out after executing
!unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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In [1]:
data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

  • Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
  • Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

In [2]:
# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
In [3]:
def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    Transforms = transforms.Compose(
    [
        transforms.Resize(image_size) , 
        transforms.ToTensor()
    ])
    dataset_from_folder = datasets.ImageFolder(data_dir, Transforms) 
    dataloader = torch.utils.data.DataLoader(dataset_from_folder , batch_size , shuffle=True)
    return dataloader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

  • You can decide on any reasonable batch_size parameter
  • Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!
In [4]:
# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

In [5]:
# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

In [6]:
# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    x =x * (feature_range[1]-feature_range[0]) + feature_range[0]
    return x
In [7]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9529)
Max:  tensor(0.9843)

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

  • The inputs to the discriminator are 32x32x3 tensor images
  • The output should be a single value that will indicate whether a given image is real or fake
In [8]:
import torch.nn as nn
import torch.nn.functional as F
In [9]:
class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()


        # complete init function
        self.conv_dim = conv_dim
        self.conv1 = nn.Conv2d(3, conv_dim,kernel_size = 4, stride=2, padding = 1,bias = False) # 32 x 32 --- > 16 X 16
        self.conv2 = nn.Sequential(nn.Conv2d(conv_dim, 2*conv_dim,kernel_size = 4, stride=2, padding = 1,bias=False),
                                   nn.BatchNorm2d(2*conv_dim))# 16 x 16 --- > 8 X 8
        
        self.conv3 = nn.Sequential(nn.Conv2d(2*conv_dim, 4*conv_dim,kernel_size = 4, stride=2, padding = 1,bias=False),
                                   nn.BatchNorm2d(4*conv_dim))# 8 x 8 --- > 4 X 4
        
        self.conv4 = nn.Sequential(nn.Conv2d(4*conv_dim, 8*conv_dim,kernel_size = 4, stride=2, padding = 1,bias=False)
                                   ,nn.BatchNorm2d(8*conv_dim))# 4 x 4 --- > 2 X 2
        
        self.fc = nn.Linear(conv_dim*8*2*2, 1)
        
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x = F.leaky_relu(self.conv1(x), 0.2)
        x = F.leaky_relu(self.conv2(x), 0.2)
        x = F.leaky_relu(self.conv3(x), 0.2)
        x = F.leaky_relu(self.conv4(x), 0.2)
        x = x.view(-1 , self.conv_dim*8*2*2 )
        x = self.fc(x)
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

  • The inputs to the generator are vectors of some length z_size
  • The output should be a image of shape 32x32x3
In [10]:
class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        self.conv1_trans = nn.Sequential(nn.ConvTranspose2d(conv_dim*8, conv_dim*4, kernel_size = 4,stride=2, padding=1, bias = False)
                                         ,nn.BatchNorm2d(conv_dim*4))
        self.conv2_trans = nn.Sequential(nn.ConvTranspose2d(conv_dim*4, conv_dim*2, kernel_size= 4,stride=2, padding=1, bias = False)
                                         ,nn.BatchNorm2d(conv_dim*2))
        self.conv3_trans = nn.Sequential(nn.ConvTranspose2d(conv_dim*2, conv_dim,kernel_size = 4,stride=2, padding=1 , bias = False),
                                         nn.BatchNorm2d(conv_dim))
        self.conv4_trans = nn.ConvTranspose2d(conv_dim, 3, kernel_size = 4,stride=2, padding=1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        x = self.fc(x)
        x = x.view(-1,self.conv_dim*8, 2, 2)
        x = F.relu(self.conv1_trans(x))
        x = F.relu(self.conv2_trans(x))
        x = F.relu(self.conv3_trans(x))
        x = F.tanh(self.conv4_trans(x))
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

  • This should initialize only convolutional and linear layers
  • Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
  • The bias terms, if they exist, may be left alone or set to 0.
In [11]:
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if hasattr(m, 'weight') and classname.find('Conv') != -1 or classname.find('Linear') != -1:
        nn.init.normal_(m.weight.data, 0.0, 0.02)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

In [12]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

In [13]:
# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  (conv2): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (conv1_trans): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv2_trans): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3_trans): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4_trans): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1))
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

  • Models,
  • Model inputs, and
  • Loss function arguments

Are moved to GPU, where appropriate.

In [14]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

  • For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
  • Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

In [15]:
from torch.nn import BCEWithLogitsLoss
from torch import ones , zeros
def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    criterion = BCEWithLogitsLoss()
    labels = ones(D_out.size(0)).cuda() if train_on_gpu else ones(D_out.size(0))
    loss = criterion(D_out.squeeze(), labels)
    return loss
def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    criterion = BCEWithLogitsLoss()
    labels = zeros(D_out.size(0)).cuda() if train_on_gpu else  zeros(D_out.size(0)) 
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

In [16]:
import torch.optim as optim
# Create optimizers for the discriminator D and generator G
def optimizer (param) :
    return optim.Adam(param , 0.0001 , [0.4 , 0.9999])
d_optimizer = optimizer(D.parameters())
g_optimizer = optimizer(G.parameters())

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

  • You should train the discriminator by alternating on real and fake images
  • Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

In [17]:
def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            d_optimizer.zero_grad()
            real_images = real_images.cuda() if train_on_gpu else real_images
            d_real = D(real_images)
            d_loss_real = real_loss(d_real)
            z = torch.from_numpy(np.random.uniform(-1, 1, size=(batch_size, z_size))).float().cuda() if train_on_gpu else torch.from_numpy(np.random.uniform(-1, 1, size=(batch_size, z_size))).float() 
            fake_imgs = G(z)
            
            d_fake = D(fake_imgs)
            d_loss_fake = fake_loss(d_fake)

            d_loss = d_loss_real + d_loss_fake
            d_loss.backward()
            d_optimizer.step()

            g_optimizer.zero_grad()
            
            z = torch.from_numpy(np.random.uniform(-1, 1, size=(batch_size, z_size))).float().cuda()  if train_on_gpu else torch.from_numpy(np.random.uniform(-1, 1, size=(batch_size, z_size))).float()

            fake_images = G(z)

            d_fake = D(fake_images)
            g_loss = real_loss(d_fake)
            
            g_loss.backward()
            g_optimizer.step()
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

In [18]:
# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.5149 | g_loss: 0.9438
Epoch [    1/   10] | d_loss: 0.2582 | g_loss: 4.0302
Epoch [    1/   10] | d_loss: 0.0980 | g_loss: 4.7197
Epoch [    1/   10] | d_loss: 0.0352 | g_loss: 5.2632
Epoch [    1/   10] | d_loss: 0.1018 | g_loss: 4.0435
Epoch [    1/   10] | d_loss: 0.1317 | g_loss: 3.7297
Epoch [    1/   10] | d_loss: 0.2163 | g_loss: 4.4027
Epoch [    1/   10] | d_loss: 0.1681 | g_loss: 3.6473
Epoch [    1/   10] | d_loss: 0.3470 | g_loss: 2.7168
Epoch [    1/   10] | d_loss: 0.2859 | g_loss: 2.7861
Epoch [    1/   10] | d_loss: 0.4593 | g_loss: 2.5426
Epoch [    1/   10] | d_loss: 0.4707 | g_loss: 2.5685
Epoch [    1/   10] | d_loss: 0.6260 | g_loss: 3.3783
Epoch [    1/   10] | d_loss: 0.5653 | g_loss: 3.3325
Epoch [    1/   10] | d_loss: 0.4424 | g_loss: 2.4010
Epoch [    1/   10] | d_loss: 0.4552 | g_loss: 3.6134
Epoch [    1/   10] | d_loss: 0.7483 | g_loss: 1.0478
Epoch [    1/   10] | d_loss: 0.4543 | g_loss: 2.3174
Epoch [    1/   10] | d_loss: 0.6261 | g_loss: 2.8754
Epoch [    1/   10] | d_loss: 0.6746 | g_loss: 2.9810
Epoch [    1/   10] | d_loss: 0.3488 | g_loss: 2.8091
Epoch [    1/   10] | d_loss: 0.7178 | g_loss: 3.2468
Epoch [    1/   10] | d_loss: 0.5310 | g_loss: 3.0547
Epoch [    1/   10] | d_loss: 1.4080 | g_loss: 2.0314
Epoch [    1/   10] | d_loss: 0.7964 | g_loss: 3.5211
Epoch [    1/   10] | d_loss: 0.7220 | g_loss: 3.5875
Epoch [    1/   10] | d_loss: 0.7975 | g_loss: 3.6903
Epoch [    1/   10] | d_loss: 0.7739 | g_loss: 2.7165
Epoch [    1/   10] | d_loss: 0.7359 | g_loss: 3.2752
Epoch [    2/   10] | d_loss: 0.5725 | g_loss: 2.6053
Epoch [    2/   10] | d_loss: 0.6526 | g_loss: 2.6795
Epoch [    2/   10] | d_loss: 0.7516 | g_loss: 2.2866
Epoch [    2/   10] | d_loss: 0.5761 | g_loss: 1.5096
Epoch [    2/   10] | d_loss: 0.7850 | g_loss: 1.7400
Epoch [    2/   10] | d_loss: 0.7686 | g_loss: 2.5174
Epoch [    2/   10] | d_loss: 0.7583 | g_loss: 2.0697
Epoch [    2/   10] | d_loss: 0.8652 | g_loss: 1.2156
Epoch [    2/   10] | d_loss: 1.0422 | g_loss: 1.8744
Epoch [    2/   10] | d_loss: 1.0907 | g_loss: 0.6925
Epoch [    2/   10] | d_loss: 0.6007 | g_loss: 1.9463
Epoch [    2/   10] | d_loss: 0.7309 | g_loss: 1.8582
Epoch [    2/   10] | d_loss: 0.5802 | g_loss: 1.7545
Epoch [    2/   10] | d_loss: 0.8081 | g_loss: 1.9357
Epoch [    2/   10] | d_loss: 0.6120 | g_loss: 2.4666
Epoch [    2/   10] | d_loss: 0.9208 | g_loss: 2.5882
Epoch [    2/   10] | d_loss: 0.7439 | g_loss: 1.7491
Epoch [    2/   10] | d_loss: 0.7491 | g_loss: 1.5070
Epoch [    2/   10] | d_loss: 0.8755 | g_loss: 1.5864
Epoch [    2/   10] | d_loss: 0.7948 | g_loss: 2.1166
Epoch [    2/   10] | d_loss: 0.7221 | g_loss: 1.5635
Epoch [    2/   10] | d_loss: 0.8319 | g_loss: 2.2648
Epoch [    2/   10] | d_loss: 0.9099 | g_loss: 2.3677
Epoch [    2/   10] | d_loss: 0.7146 | g_loss: 1.8417
Epoch [    2/   10] | d_loss: 0.9077 | g_loss: 2.0568
Epoch [    2/   10] | d_loss: 0.9627 | g_loss: 1.1755
Epoch [    2/   10] | d_loss: 0.9218 | g_loss: 1.9657
Epoch [    2/   10] | d_loss: 1.1553 | g_loss: 0.8311
Epoch [    2/   10] | d_loss: 0.6438 | g_loss: 1.6766
Epoch [    3/   10] | d_loss: 0.7408 | g_loss: 1.0070
Epoch [    3/   10] | d_loss: 0.8162 | g_loss: 1.8254
Epoch [    3/   10] | d_loss: 0.9092 | g_loss: 1.4749
Epoch [    3/   10] | d_loss: 0.8988 | g_loss: 0.8326
Epoch [    3/   10] | d_loss: 0.6372 | g_loss: 2.0272
Epoch [    3/   10] | d_loss: 0.9636 | g_loss: 2.1887
Epoch [    3/   10] | d_loss: 0.9470 | g_loss: 1.0575
Epoch [    3/   10] | d_loss: 0.8361 | g_loss: 1.4751
Epoch [    3/   10] | d_loss: 0.7091 | g_loss: 1.9424
Epoch [    3/   10] | d_loss: 0.8062 | g_loss: 1.8114
Epoch [    3/   10] | d_loss: 1.1065 | g_loss: 1.0737
Epoch [    3/   10] | d_loss: 0.8983 | g_loss: 1.8841
Epoch [    3/   10] | d_loss: 0.8580 | g_loss: 1.6799
Epoch [    3/   10] | d_loss: 0.6794 | g_loss: 1.9703
Epoch [    3/   10] | d_loss: 0.8684 | g_loss: 2.7787
Epoch [    3/   10] | d_loss: 0.7550 | g_loss: 1.7270
Epoch [    3/   10] | d_loss: 0.6451 | g_loss: 1.7361
Epoch [    3/   10] | d_loss: 0.8845 | g_loss: 2.9053
Epoch [    3/   10] | d_loss: 0.7390 | g_loss: 2.1311
Epoch [    3/   10] | d_loss: 0.9048 | g_loss: 2.3416
Epoch [    3/   10] | d_loss: 0.6787 | g_loss: 1.5951
Epoch [    3/   10] | d_loss: 0.6925 | g_loss: 2.0754
Epoch [    3/   10] | d_loss: 1.3704 | g_loss: 0.9067
Epoch [    3/   10] | d_loss: 0.5851 | g_loss: 1.6099
Epoch [    3/   10] | d_loss: 0.8056 | g_loss: 1.5466
Epoch [    3/   10] | d_loss: 0.7643 | g_loss: 1.8948
Epoch [    3/   10] | d_loss: 1.3106 | g_loss: 0.8017
Epoch [    3/   10] | d_loss: 0.8607 | g_loss: 1.3965
Epoch [    3/   10] | d_loss: 0.6681 | g_loss: 1.6336
Epoch [    4/   10] | d_loss: 0.9734 | g_loss: 2.9488
Epoch [    4/   10] | d_loss: 0.7004 | g_loss: 1.3408
Epoch [    4/   10] | d_loss: 0.6677 | g_loss: 1.5336
Epoch [    4/   10] | d_loss: 0.7590 | g_loss: 1.3802
Epoch [    4/   10] | d_loss: 0.8796 | g_loss: 1.5516
Epoch [    4/   10] | d_loss: 0.5954 | g_loss: 1.4714
Epoch [    4/   10] | d_loss: 0.6934 | g_loss: 2.6597
Epoch [    4/   10] | d_loss: 0.7474 | g_loss: 2.8042
Epoch [    4/   10] | d_loss: 0.6800 | g_loss: 1.2220
Epoch [    4/   10] | d_loss: 0.7774 | g_loss: 2.5550
Epoch [    4/   10] | d_loss: 0.8853 | g_loss: 2.1580
Epoch [    4/   10] | d_loss: 0.7432 | g_loss: 1.7626
Epoch [    4/   10] | d_loss: 0.6209 | g_loss: 1.9068
Epoch [    4/   10] | d_loss: 0.5775 | g_loss: 1.6904
Epoch [    4/   10] | d_loss: 0.8904 | g_loss: 1.7405
Epoch [    4/   10] | d_loss: 0.8038 | g_loss: 1.8289
Epoch [    4/   10] | d_loss: 1.2936 | g_loss: 3.7946
Epoch [    4/   10] | d_loss: 0.6638 | g_loss: 1.7551
Epoch [    4/   10] | d_loss: 0.7890 | g_loss: 1.2427
Epoch [    4/   10] | d_loss: 0.7361 | g_loss: 1.5481
Epoch [    4/   10] | d_loss: 0.8428 | g_loss: 1.0140
Epoch [    4/   10] | d_loss: 0.6870 | g_loss: 2.0172
Epoch [    4/   10] | d_loss: 0.6836 | g_loss: 1.7095
Epoch [    4/   10] | d_loss: 0.9605 | g_loss: 3.2417
Epoch [    4/   10] | d_loss: 1.3266 | g_loss: 0.5719
Epoch [    4/   10] | d_loss: 0.5601 | g_loss: 1.7342
Epoch [    4/   10] | d_loss: 0.7824 | g_loss: 1.7380
Epoch [    4/   10] | d_loss: 1.5610 | g_loss: 0.6201
Epoch [    4/   10] | d_loss: 0.7721 | g_loss: 2.4905
Epoch [    5/   10] | d_loss: 0.7087 | g_loss: 3.2646
Epoch [    5/   10] | d_loss: 0.9336 | g_loss: 2.9253
Epoch [    5/   10] | d_loss: 0.6025 | g_loss: 1.8567
Epoch [    5/   10] | d_loss: 0.5325 | g_loss: 1.7118
Epoch [    5/   10] | d_loss: 0.6286 | g_loss: 1.7519
Epoch [    5/   10] | d_loss: 0.9541 | g_loss: 3.1834
Epoch [    5/   10] | d_loss: 0.6828 | g_loss: 1.5580
Epoch [    5/   10] | d_loss: 0.6138 | g_loss: 1.7992
Epoch [    5/   10] | d_loss: 0.7807 | g_loss: 2.1643
Epoch [    5/   10] | d_loss: 0.7179 | g_loss: 2.5900
Epoch [    5/   10] | d_loss: 0.7995 | g_loss: 2.0762
Epoch [    5/   10] | d_loss: 0.6506 | g_loss: 1.4393
Epoch [    5/   10] | d_loss: 0.7005 | g_loss: 2.4971
Epoch [    5/   10] | d_loss: 1.0205 | g_loss: 3.0679
Epoch [    5/   10] | d_loss: 0.7739 | g_loss: 2.3680
Epoch [    5/   10] | d_loss: 0.5999 | g_loss: 2.4162
Epoch [    5/   10] | d_loss: 0.8234 | g_loss: 1.1395
Epoch [    5/   10] | d_loss: 0.7816 | g_loss: 2.0519
Epoch [    5/   10] | d_loss: 0.8032 | g_loss: 0.8768
Epoch [    5/   10] | d_loss: 0.6832 | g_loss: 2.3309
Epoch [    5/   10] | d_loss: 0.6520 | g_loss: 1.8074
Epoch [    5/   10] | d_loss: 0.6032 | g_loss: 2.0105
Epoch [    5/   10] | d_loss: 0.8118 | g_loss: 1.5091
Epoch [    5/   10] | d_loss: 0.8506 | g_loss: 2.4476
Epoch [    5/   10] | d_loss: 2.2834 | g_loss: 0.2099
Epoch [    5/   10] | d_loss: 0.7314 | g_loss: 1.5819
Epoch [    5/   10] | d_loss: 0.9012 | g_loss: 1.3886
Epoch [    5/   10] | d_loss: 1.2085 | g_loss: 0.4239
Epoch [    5/   10] | d_loss: 0.6505 | g_loss: 2.1834
Epoch [    6/   10] | d_loss: 1.5630 | g_loss: 4.3582
Epoch [    6/   10] | d_loss: 0.8128 | g_loss: 0.9518
Epoch [    6/   10] | d_loss: 0.7627 | g_loss: 1.4496
Epoch [    6/   10] | d_loss: 0.9336 | g_loss: 3.2071
Epoch [    6/   10] | d_loss: 0.6008 | g_loss: 2.2208
Epoch [    6/   10] | d_loss: 0.9157 | g_loss: 2.8189
Epoch [    6/   10] | d_loss: 0.9852 | g_loss: 2.6598
Epoch [    6/   10] | d_loss: 0.7290 | g_loss: 1.1331
Epoch [    6/   10] | d_loss: 0.7843 | g_loss: 1.4912
Epoch [    6/   10] | d_loss: 0.7689 | g_loss: 1.3648
Epoch [    6/   10] | d_loss: 1.0318 | g_loss: 3.4647
Epoch [    6/   10] | d_loss: 0.6641 | g_loss: 2.2237
Epoch [    6/   10] | d_loss: 0.7733 | g_loss: 2.0472
Epoch [    6/   10] | d_loss: 0.4838 | g_loss: 1.9715
Epoch [    6/   10] | d_loss: 0.5812 | g_loss: 2.6275
Epoch [    6/   10] | d_loss: 0.6223 | g_loss: 2.1879
Epoch [    6/   10] | d_loss: 0.6031 | g_loss: 2.6805
Epoch [    6/   10] | d_loss: 0.7159 | g_loss: 2.3650
Epoch [    6/   10] | d_loss: 0.3980 | g_loss: 2.4354
Epoch [    6/   10] | d_loss: 0.7032 | g_loss: 1.1892
Epoch [    6/   10] | d_loss: 0.9182 | g_loss: 3.2314
Epoch [    6/   10] | d_loss: 0.6168 | g_loss: 2.0074
Epoch [    6/   10] | d_loss: 0.6291 | g_loss: 2.0755
Epoch [    6/   10] | d_loss: 0.6696 | g_loss: 1.8100
Epoch [    6/   10] | d_loss: 0.5338 | g_loss: 1.7805
Epoch [    6/   10] | d_loss: 0.9070 | g_loss: 1.2662
Epoch [    6/   10] | d_loss: 0.4768 | g_loss: 2.4299
Epoch [    6/   10] | d_loss: 0.6105 | g_loss: 1.7761
Epoch [    6/   10] | d_loss: 0.7057 | g_loss: 1.4042
Epoch [    7/   10] | d_loss: 2.6792 | g_loss: 4.2558
Epoch [    7/   10] | d_loss: 0.7216 | g_loss: 1.6570
Epoch [    7/   10] | d_loss: 0.5230 | g_loss: 2.3768
Epoch [    7/   10] | d_loss: 0.6006 | g_loss: 1.5685
Epoch [    7/   10] | d_loss: 0.5088 | g_loss: 2.0977
Epoch [    7/   10] | d_loss: 0.5948 | g_loss: 1.6462
Epoch [    7/   10] | d_loss: 0.5786 | g_loss: 2.3723
Epoch [    7/   10] | d_loss: 1.0164 | g_loss: 2.5379
Epoch [    7/   10] | d_loss: 0.5736 | g_loss: 2.9646
Epoch [    7/   10] | d_loss: 0.7071 | g_loss: 1.3519
Epoch [    7/   10] | d_loss: 0.6282 | g_loss: 1.1382
Epoch [    7/   10] | d_loss: 0.5610 | g_loss: 1.9234
Epoch [    7/   10] | d_loss: 0.9674 | g_loss: 3.2733
Epoch [    7/   10] | d_loss: 0.5628 | g_loss: 1.5446
Epoch [    7/   10] | d_loss: 0.5905 | g_loss: 2.2296
Epoch [    7/   10] | d_loss: 0.6650 | g_loss: 1.0830
Epoch [    7/   10] | d_loss: 0.8345 | g_loss: 3.1270
Epoch [    7/   10] | d_loss: 0.4446 | g_loss: 2.3320
Epoch [    7/   10] | d_loss: 0.5762 | g_loss: 2.6247
Epoch [    7/   10] | d_loss: 0.4472 | g_loss: 2.1362
Epoch [    7/   10] | d_loss: 0.5707 | g_loss: 1.5922
Epoch [    7/   10] | d_loss: 0.6528 | g_loss: 1.6518
Epoch [    7/   10] | d_loss: 0.5410 | g_loss: 2.2903
Epoch [    7/   10] | d_loss: 0.5377 | g_loss: 1.6459
Epoch [    7/   10] | d_loss: 0.4836 | g_loss: 1.5881
Epoch [    7/   10] | d_loss: 0.8029 | g_loss: 1.5044
Epoch [    7/   10] | d_loss: 0.7952 | g_loss: 0.8720
Epoch [    7/   10] | d_loss: 0.7189 | g_loss: 2.6477
Epoch [    7/   10] | d_loss: 0.4793 | g_loss: 1.8248
Epoch [    8/   10] | d_loss: 0.9700 | g_loss: 3.5490
Epoch [    8/   10] | d_loss: 0.8675 | g_loss: 2.8801
Epoch [    8/   10] | d_loss: 0.5068 | g_loss: 1.7934
Epoch [    8/   10] | d_loss: 0.4217 | g_loss: 2.1072
Epoch [    8/   10] | d_loss: 0.6722 | g_loss: 1.8624
Epoch [    8/   10] | d_loss: 0.7426 | g_loss: 1.3677
Epoch [    8/   10] | d_loss: 0.6278 | g_loss: 1.6105
Epoch [    8/   10] | d_loss: 0.6572 | g_loss: 3.1386
Epoch [    8/   10] | d_loss: 0.7853 | g_loss: 1.2047
Epoch [    8/   10] | d_loss: 1.0321 | g_loss: 3.5309
Epoch [    8/   10] | d_loss: 0.9040 | g_loss: 2.6632
Epoch [    8/   10] | d_loss: 0.7486 | g_loss: 2.7952
Epoch [    8/   10] | d_loss: 0.5680 | g_loss: 2.2060
Epoch [    8/   10] | d_loss: 0.4983 | g_loss: 2.4612
Epoch [    8/   10] | d_loss: 0.4940 | g_loss: 2.3734
Epoch [    8/   10] | d_loss: 0.4679 | g_loss: 2.3487
Epoch [    8/   10] | d_loss: 1.5347 | g_loss: 0.8886
Epoch [    8/   10] | d_loss: 0.5645 | g_loss: 1.7103
Epoch [    8/   10] | d_loss: 0.4984 | g_loss: 2.3908
Epoch [    8/   10] | d_loss: 0.5723 | g_loss: 1.9661
Epoch [    8/   10] | d_loss: 0.3774 | g_loss: 2.5514
Epoch [    8/   10] | d_loss: 0.3904 | g_loss: 2.1079
Epoch [    8/   10] | d_loss: 0.5104 | g_loss: 1.3156
Epoch [    8/   10] | d_loss: 0.5636 | g_loss: 2.3404
Epoch [    8/   10] | d_loss: 0.6965 | g_loss: 2.0711
Epoch [    8/   10] | d_loss: 0.2828 | g_loss: 2.2563
Epoch [    8/   10] | d_loss: 0.4700 | g_loss: 1.6166
Epoch [    8/   10] | d_loss: 0.9492 | g_loss: 1.8238
Epoch [    8/   10] | d_loss: 0.9444 | g_loss: 3.7128
Epoch [    9/   10] | d_loss: 0.6363 | g_loss: 3.1328
Epoch [    9/   10] | d_loss: 0.5959 | g_loss: 3.3721
Epoch [    9/   10] | d_loss: 0.4138 | g_loss: 1.9973
Epoch [    9/   10] | d_loss: 0.5585 | g_loss: 1.8324
Epoch [    9/   10] | d_loss: 0.4163 | g_loss: 2.3730
Epoch [    9/   10] | d_loss: 0.6130 | g_loss: 1.3807
Epoch [    9/   10] | d_loss: 0.5633 | g_loss: 1.5186
Epoch [    9/   10] | d_loss: 0.7344 | g_loss: 1.8466
Epoch [    9/   10] | d_loss: 0.5828 | g_loss: 2.2466
Epoch [    9/   10] | d_loss: 0.5366 | g_loss: 2.3676
Epoch [    9/   10] | d_loss: 0.5747 | g_loss: 1.3108
Epoch [    9/   10] | d_loss: 0.9371 | g_loss: 3.5042
Epoch [    9/   10] | d_loss: 0.7916 | g_loss: 1.1326
Epoch [    9/   10] | d_loss: 0.8534 | g_loss: 3.8093
Epoch [    9/   10] | d_loss: 0.9251 | g_loss: 4.3538
Epoch [    9/   10] | d_loss: 1.1358 | g_loss: 0.9574
Epoch [    9/   10] | d_loss: 1.0847 | g_loss: 3.9701
Epoch [    9/   10] | d_loss: 1.0142 | g_loss: 2.1518
Epoch [    9/   10] | d_loss: 1.0296 | g_loss: 0.5336
Epoch [    9/   10] | d_loss: 0.6392 | g_loss: 1.0790
Epoch [    9/   10] | d_loss: 1.0690 | g_loss: 0.7320
Epoch [    9/   10] | d_loss: 0.7411 | g_loss: 2.7105
Epoch [    9/   10] | d_loss: 0.8240 | g_loss: 3.2840
Epoch [    9/   10] | d_loss: 0.3975 | g_loss: 1.7161
Epoch [    9/   10] | d_loss: 0.7918 | g_loss: 1.9247
Epoch [    9/   10] | d_loss: 0.4610 | g_loss: 2.6835
Epoch [    9/   10] | d_loss: 0.5225 | g_loss: 2.1559
Epoch [    9/   10] | d_loss: 0.6674 | g_loss: 2.9550
Epoch [    9/   10] | d_loss: 0.5619 | g_loss: 2.5036
Epoch [   10/   10] | d_loss: 1.7095 | g_loss: 5.2290
Epoch [   10/   10] | d_loss: 0.9421 | g_loss: 2.8540
Epoch [   10/   10] | d_loss: 0.4488 | g_loss: 1.8185
Epoch [   10/   10] | d_loss: 0.5365 | g_loss: 2.1107
Epoch [   10/   10] | d_loss: 0.6015 | g_loss: 1.9477
Epoch [   10/   10] | d_loss: 1.5194 | g_loss: 4.6612
Epoch [   10/   10] | d_loss: 0.3642 | g_loss: 2.8255
Epoch [   10/   10] | d_loss: 0.5662 | g_loss: 4.9091
Epoch [   10/   10] | d_loss: 0.3876 | g_loss: 1.6197
Epoch [   10/   10] | d_loss: 0.4390 | g_loss: 1.6766
Epoch [   10/   10] | d_loss: 0.8380 | g_loss: 1.9411
Epoch [   10/   10] | d_loss: 0.7009 | g_loss: 3.2921
Epoch [   10/   10] | d_loss: 0.6372 | g_loss: 3.3851
Epoch [   10/   10] | d_loss: 0.7001 | g_loss: 1.4076
Epoch [   10/   10] | d_loss: 0.7354 | g_loss: 2.1372
Epoch [   10/   10] | d_loss: 0.5508 | g_loss: 2.9606
Epoch [   10/   10] | d_loss: 0.5327 | g_loss: 2.0687
Epoch [   10/   10] | d_loss: 0.7359 | g_loss: 3.5593
Epoch [   10/   10] | d_loss: 0.7693 | g_loss: 1.5278
Epoch [   10/   10] | d_loss: 0.9129 | g_loss: 3.9344
Epoch [   10/   10] | d_loss: 0.4745 | g_loss: 3.0577
Epoch [   10/   10] | d_loss: 0.4498 | g_loss: 2.7866
Epoch [   10/   10] | d_loss: 0.4928 | g_loss: 2.5513
Epoch [   10/   10] | d_loss: 1.3443 | g_loss: 1.1389
Epoch [   10/   10] | d_loss: 0.3608 | g_loss: 1.9141
Epoch [   10/   10] | d_loss: 0.4617 | g_loss: 1.7146
Epoch [   10/   10] | d_loss: 0.4103 | g_loss: 2.6498
Epoch [   10/   10] | d_loss: 1.1367 | g_loss: 5.5699
Epoch [   10/   10] | d_loss: 0.8044 | g_loss: 2.0477

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

In [19]:
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[19]:
<matplotlib.legend.Legend at 0x7f98f85af780>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

In [20]:
# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))
In [21]:
# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)
In [22]:
_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

  • The dataset is biased; it is made of "celebrity" faces that are mostly white
  • Model size; larger models have the opportunity to learn more features in a data feature space
  • Optimization strategy; optimizers and number of epochs affect your final result

Answer:

  1. As mentioned the faces in dataset is biased , so generated files will always be mostly white also , we can solve this. problem by providing a more balanced dataset consisting of all races and colors
  2. The model size is also not deep so its no capturing all that details , having deeper network is hard beacuse the image resolution is very low , this can be solved by having a higher image resolution dataset , however higher resolution recure more computing resources
  3. Using more epochs can make the model more accurate , we can also use some early stopping startegy to stop training at an acceptable accuracy
  4. Using different optimizers also might affect the end results
  5. Use different hyperparameters could also increase the model accuracy

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.

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